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Let's look at the most potent applications in agriculture for livestock, energy, crop, water, and soil management and control:
Livestock Management
Pesticides and fertilizers
Fertility prediction
Soil sensitivity
Moisture prediction
Organic carbon prediction
Insect detection
(New) Machine Learning-enabled implements:
Detecting animal diseases
In recent years, there has been a dramatic increase in the use of ML algorithms for anomaly detection and control of animal diseases. By continuously analyzing images and videos of animals with the help of computer vision, ML-based systems can assess animals’ health and behavior, allowing for the early identification of diseases and prevention of sickness spreading.
Tracking Feeding
To ensure that animals are adequately fed, IoT- and ML-based tools can help monitor animals’ feeding habits. This information can be used to detect animals with anomalous nutrition patterns, which can be a sign of health problems. Farmers can also better understand how different types and volumes of food impact animals’ weight, metabolic efficiency, and production. Ultimately, ML can help farmers to improve their methods and proactively respond to the needs of individual animals.
Grazing Control
Overgrazing can lead to soil compaction and erosion, which can reduce infiltration rates and increase runoff. This can eventually lead to water pollution and the degradation of water quality. ML-based tools can predict how various grazing scenarios will impact water resources. By analyzing many factors including land cover type, topography, rainfall patterns, and livestock density, farmers and ranchers can make more informed decisions about where and when to graze their animals.
Energy
Utility Consumption and Bandwidth (originated grid usages)
Production
farm machinery
barn flow and facilitation
parlor consumption
water management and irrigation
cultivation and harvesting
Post-production
energy for food processing
storage and in transport to markets.
Crop Management
Yield prediction
Disease detection
Weed detection
Crop recognition
Grading by quality
Selective breeding
Water Management
Irrigation
Soil water monitoring
Leak detection
Weather monitoring
Weather prediction
Water usage prediction
Soil Management
Pesticides and fertilizers
Fertility prediction
Soil sensitivity
Moisture prediction
Organic carbon prediction
Insect detection
Unsure what needs are most urgent for you? Leave that to us. Our free, on-site appraisal scrutinizes the strengths and options for your operation’s success to meet the world of innovative tech head-on. Click here to connect with the FarmOne team.